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Ask Shama: What’s with Google’s Hummingbird?

Dear Shama,

Just when I feel I have a better sense of what Google wants, they change the rules! Please help me make sense of the new changes. Why does Google no longer offer keyword information in analytics? And, what does the new Hummingbird algorithm entail? Anything we should watch out for?